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ez-transforms

Tech Stack

  • React (TypeScript)
  • Tailwind, NextUI, Monaco Text Editor, Axios
  • Flask (Backend API)

About

Improving the official albumentations-demo

  • Upload your image and select your transform(s) from the albumentations library
  • Discover the relationships between transforms and finetune your data augmentation pipeline
  • Edit transform properties to experiment with hyperparameter tuning
  • Generate different variations of the transforms side-by-side for comparison and download your results

Usage

The backend service is hosted on AWS. I don't plan on maintaining a domain name so the frontend hosted on Vercel won't be able to serve HTTP requests to generate the transformed image. To run the application locally:

  1. Clone this repository git clone https://github.com/teddyld/ez-transforms.git

  2. Run the frontend locally

    cd frontend
    npm install
    npm run dev
    
  3. Optionally run the backend locally

    cd backend
    pip install requirements.txt
    python3 app.py
    

Support

The version of albumentations used is 1.4.6.

About

Apply different Albumentation transformations to find your data augmentation pipeline

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